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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Xiao-Yun Wang

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Book Open access Nov 2026

PEQuant: Prompt-Driven Activation Reconstruction for Elastic Quantization of Vision Transformers

Elastic precision quantization enables efficient multi-bit deployment through a single optimization process. However, extending it to Vision Transformers (ViTs) remains challenging due to high optimization costs and unstable activation distributions with extreme outliers, which severely disrupt multi-bit optimization....

Ke Xu, Tian-Yu Ma, Xiao-Zheng Shen et al. · 0 citations
Book Open access Nov 2026

PEQuant: Prompt-Driven Activation Reconstruction for Elastic Quantization of Vision Transformers

Elastic precision quantization enables efficient multi-bit deployment through a single optimization process. However, extending it to Vision Transformers (ViTs) remains challenging due to high optimization costs and unstable activation distributions with extreme outliers, which severely disrupt multi-bit optimization....

Ke Xu, Tian-Yu Ma, Xiao-Zheng Shen et al. · 0 citations

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